PostgreSQL: BYTEA vs OID+Large Object?
Basically there are cases where each makes sense. bytea is simpler and generally preferred. The client libs give you the decoding so that's not an issue.
However LOBs have some neat features, such as an ability to seek within them and treat the LOB as a byte stream instead of a byte array.
"Big" means "Big enough you don't want to send it to the client all at once." Technically bytea is limited to 1GB compressed and a lob is limited to 2GB compressed, but really you hit the other limit first anyway. If it's big enough you don't want it directly in your result set and you don';t want to send it to the client all at once, use a LOB.
But I am concerned that bytea fields are encoded in Hex
bytea input can be in hex or escape format, that's your choice. Storage will be the same. As of version 9.0, the output default is hex, but you can change this by editting the parameter bytea_output.
I haven't seen any benchmarks.